{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import os\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "multicore_out_path = \"./results_multicore\"\n",
    "singlecore_out_path = \"./results_singlecore\"\n",
    "\n",
    "trace_combination_filename = \"multicore_traces.txt\"\n",
    "\n",
    "trace_combs = {}\n",
    "with open(trace_combination_filename, \"r\") as trace_combination_file:\n",
    "    for line in trace_combination_file:\n",
    "        line = line.strip()\n",
    "        if(line == \"\"):\n",
    "            continue\n",
    "        trace_name = line.split(\",\")[0]\n",
    "        trace_list = line.split(\",\")[1:]\n",
    "        trace_combs[trace_name] = trace_list\n",
    "\n",
    "ipc_alone = {}\n",
    "\n",
    "result_path = singlecore_out_path + \"/NoDefence/stats/\"\n",
    "result_list = [x[:-4] for x in os.listdir(result_path) if (x.endswith(\".txt\") and x.startswith(\"100\"))]\n",
    "for result_filename in result_list:\n",
    "    result_file = open(result_path + \"/\" + result_filename + \".txt\", \"r\")\n",
    "    trace = result_filename.split(\"_\")[1]\n",
    "    core_0 = 0\n",
    "    for line in result_file.readlines():\n",
    "        if (\" cycles_recorded_core_0:\" in line):\n",
    "            core_0 = int(line.split(\" \")[-1])\n",
    "    ipc_alone[trace] = 100000000 / core_0\n",
    "    result_file.close()\n",
    "\n",
    "df = pd.DataFrame(columns=[\"mitigation\", \"trh\", \"trace\", \"ws\"])\n",
    "mitigation_list = [\"PARA\", \"Hydra\", \"TWiCe-Ideal\", \"Graphene\", \"OracleRH\", \"RSS\", \"NoDefence\"]\n",
    "for mitigation in mitigation_list:\n",
    "    result_path = multicore_out_path + \"/\" + mitigation + \"/stats/\"\n",
    "    result_list = [x[:-4] for x in os.listdir(result_path) if x.endswith(\".txt\")]\n",
    "    for result_filename in result_list:\n",
    "        result_file = open(result_path + \"/\" + result_filename + \".txt\", \"r\")\n",
    "        trh = int(result_filename.split(\"_\")[0])\n",
    "        trace = result_filename.split(\"_\")[1]\n",
    "        ipc_0 = 0\n",
    "        ipc_1 = 0\n",
    "        ipc_2 = 0\n",
    "        ipc_3 = 0\n",
    "        trace_0, trace_1, trace_2, trace_3 = trace_combs[trace]\n",
    "        for line in result_file.readlines():\n",
    "            if (\" cycles_recorded_core_0:\" in line):\n",
    "                ipc_0 = 100000000 / int(line.split(\" \")[-1])\n",
    "            if (\" cycles_recorded_core_1:\" in line):\n",
    "                ipc_1 = 100000000 / int(line.split(\" \")[-1])\n",
    "            if (\" cycles_recorded_core_2:\" in line):\n",
    "                ipc_2 = 100000000 / int(line.split(\" \")[-1])\n",
    "            if (\" cycles_recorded_core_3:\" in line):\n",
    "                ipc_3 = 100000000 / int(line.split(\" \")[-1])\n",
    "        if (ipc_0 == 0 and ipc_1 == 0 and ipc_2 == 0 and ipc_3 == 0):\n",
    "            continue\n",
    "        if (ipc_0 == 0 or ipc_1 == 0 or ipc_2 == 0 or ipc_3 == 0):\n",
    "            print(\"Error: \" + result_filename)\n",
    "\n",
    "        \n",
    "        weighted_speedup = ipc_0 / ipc_alone[trace_0] + ipc_1 / ipc_alone[trace_1] + ipc_2 / ipc_alone[trace_2] + ipc_3 / ipc_alone[trace_3]\n",
    "        \n",
    "        result_file.close()\n",
    "        df = df.append({'mitigation': mitigation, 'trh': trh, 'trace': trace, 'ws': weighted_speedup}, ignore_index=True)\n",
    "    \n",
    "df = df.pivot(index=['trh', 'trace'], columns=['mitigation'], values='ws').reset_index()\n",
    "for mitigation in set(mitigation_list) - set(['NoDefence']):\n",
    "    df[mitigation] = df[mitigation] / df['NoDefence']\n",
    "\n",
    "df['NoDefence'] = 1\n",
    "df.drop(['NoDefence'], 1, inplace=True)\n",
    "df.rename(columns={'OracleRH': 'Ideal'}, inplace=True)\n",
    "df = df.melt(id_vars=['trh', 'trace'], var_name='mitigation', value_name='norm_ws')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f35af515d50>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(11, 4.5))\n",
    "\n",
    "# plot the data as a line plot with markers and errorbars with larger markers and put ticks at both ends of the errorbars\n",
    "sns.lineplot(x='trh', y='norm_ws', hue='mitigation', data=df, ax=ax, \n",
    "             linewidth=2.5,\n",
    "             markers=True, dashes=False, style='mitigation', markersize=12, errorbar=(\"sd\"), err_style='bars',\n",
    "             hue_order=['PARA', 'Hydra', 'TWiCe-Ideal', 'Graphene', 'RSS', 'Ideal'],\n",
    "             err_kws={'capsize': 4, 'elinewidth': 2, 'capthick': 2}\n",
    "             )\n",
    "\n",
    "plt.grid(axis='both', linestyle='--')\n",
    "#make x axis reversed\n",
    "plt.gca().invert_xaxis()\n",
    "plt.xscale('log')\n",
    "\n",
    "x_ticks = [10, 20, 50, 100, 200, 500, 1000, 2000, 5000]\n",
    "ax.set_xticks(x_ticks)\n",
    "ax.set_xticklabels(x_ticks, fontsize=14)\n",
    "\n",
    "y_ticks = [0, 0.2, 0.4, 0.6, 0.8, 1.0]\n",
    "ax.axhline(y=1.0, color='red', linestyle='--', zorder=0)\n",
    "ax.set_yticks(y_ticks)\n",
    "ax.set_yticklabels(y_ticks, fontsize=14)\n",
    "\n",
    "ax.set_xlabel(\"RowHammer Threshold (tRH)\", fontsize=18, weight=\"bold\")\n",
    "ax.set_ylabel(\"Normalized WS\", fontsize=18, weight=\"bold\")\n",
    "\n",
    "for axis in ['top','bottom','left','right']:\n",
    "    ax.spines[axis].set_linewidth(1.3)\n",
    "\n",
    "# plt.legend(bbox_to_anchor=(0.5, 1.12), loc='upper center', ncol=6,\n",
    "#             fontsize=12,\n",
    "#             edgecolor='black'\n",
    "#            )\n",
    "\n",
    "plt.legend(loc='lower left', ncol=1,\n",
    "            fontsize=15,\n",
    "            edgecolor='black'\n",
    "           )"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
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